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The Effect of Natural Resources on
        Income Inequality


              Byron Hewson
         University of Queensland




                                     1
Introduction


       Global Income Inequality – Gini Coefficients




                                                      2
Introduction


              Resource Sector     Decline in Non-
                 Growth          Resource Sectors



   Natural                                           Inequality
  Resources
   Wealth


                                Policy Distortions
                                  and Myopia
                Decline in
               Institutional
                 Quality           Increased
                                 Corruption and
                                 Rent-Seeking
                                                                  3
Introduction


              Resource Sector     Decline in Non-
                 Growth          Resource Sectors



   Natural                                           Inequality
  Resources
   Wealth


                                Policy Distortions
                                  and Myopia
                Decline in
               Institutional
                 Quality           Increased
                                 Corruption and
                                 Rent-Seeking
                                                                  4
Introduction




               5
Background

 1. What makes natural resources wealth
    different from other sources of wealth?


 3. Why does income inequality matter?




                                              6
Natural Resources

 Defining “Natural Resources”:


 ● A subset of “natural capital” which includes subsoil assets, timber
    resources and protected areas.


 “Subsoil Assets” or “Non-Rural Commodities” =


    Mineral resources – e.g. copper, iron, gold
         PLUS
    Energy Resources – e.g. oil, coal gas


                                                                     7
Natural Resources

 Distinct Characteristics of Natural Resources


 3. High economic rents and relatively high volatility
 4. Extracted and non-renewable
 5. Cognitive impact in perception and treatment by state and non-
    state actors
 6. High inequality in ownership and susceptibility to rent-seeking
    behaviour




                                                                      8
Why is Inequality Important?

 1. Inequality can impact on economic growth




                                               9
Why is Inequality Important?

  2. Inequality is important for reducing poverty

                               Growth and Inequality Elasticities of Poverty
                                Elasticities                                   Comparative ratio
                                          Growth (1)       Inequality (2)      Absolute (1)/(2)
Sub-Saharan Africa                             -1.51           1.56                  0.97
Africa                                         -1.82           2.16                  0.91
East Asia and Pacific                          -2.48           3.49                  0.71
Eastern Europe and Western                     -4.22           6.85                  0.62
Asia

Latin America and Caribbean                    -3.08           5.00                  0.62


Middle East and Central Asia                   -2.75           3.91                  0.70


South Asia                                     -2.10           2.68                  0.78
Source: Compiled from Fosu (2011).


                                                                                                   10
Why is Inequality Important?

 3. Inequality impacts on welfare


                        Inequality




       Discontent        Crime       Health




                                              11
Data

 Measures of Natural Resources:
 2.   Resource Rents (%GDP)
 3.   Subsoil Assets (log, per capita)
 4.   Resource Exports (%Total Merchandise Exports)


 Instrument:
 7.   Value of resource stocks in 1970 (Norman, 2009)
 8.   Subsoil Assets




                                                        12
Data

 Measures of Natural Resources:
 ●    Resource Rents (%GDP)
 ●    Subsoil Assets (log, per capita)
 ●    Resource Exports (%Total Merchandise Exports)


 Instrument:
 7.   Value of resource stocks in 1970 (Norman, 2009)
 8.   Subsoil Assets




                                                        13
Data

 Measure of Inequality:
 ●    Gini Coefficients (UNU-WIDER)



 Measure of Institutional Quality
 5.   Aggregate of six World Bank Governance Indicators
         Voice and Accountability, Political Violence, Government Effectiveness,
         Regulatory Quality, Rule of Law, Control of Corruption
 6.   Economic Freedom of the World Index - EFW (Fraser Institute)
 7.   Corruption Perception Index – CPI (Transparency International)


                                                                                   14
Data Coverage




                15
Econometric Specification

Relevant features of the model:

•Three equations and three jointly determined variables; income inequality (G),
institutional quality (IQ), and per-capita income (Y).

•Incorporates enough exclusion restrictions to guarantee identification of the
equations - all of the equations are overidentified.

•The vector of control variables in each equation contain a number of variables that
exhibit endogeneity and correlation with the disturbances.




                                                                                       16
Econometric Specification

Estimation Procedure – GMM-3SLS Estimator :

•Jointly determined variables are regressed on all of the control variables
included in the system, using a GMM estimator to instrument the
endogenous controls in the reduced form equations.

•Predicted values of the jointly determined variables generated from the
reduced form equations are substituted into the structural equations. The
endogenous controls in structural equations are instrumented using GMM.

•Structural equations are jointly estimated using 3SLS.




                                                                              17
Results – Preferred Measures
Dep. Variable      gini      Dep. Variable     govt_ind    Dep. Variable   logGDPpc


resource_rent    0.261***    resource_rent     -0.299***   resource_rent     0.005


govt_ind         -9.510***   gini              -0.022***   govt_ind        0.317***

logGDPpc           3.325     logGDPpc          0.758***    gini             -0.003

trade_open       0.024***    malaria            -0.035     education       0.007***

polity2          0.466***    education          -0.001     phys_capital     -0.004

m2                 0.007     aid               -0.001**    trade_open      0.001***

ethnic_frag      5.886***    ethnic_frag         0.317     coast             0.003

land_gini        0.138***    latitude          0.992***    malaria         -0.463***

govt_spending      0.029     socialist_legal   -0.749***

govt_system      -5.957***   english_legal      -0.107

resource_rent*    0.209*     french_legal      -0.404***
govt_ind
                             german_legal      -0.143**
Obs .              156       Obs .               156       Obs .             156
                                                                                       18
R-squared          0.664     R-squared           0.791     R-squared         0.785
Results – Alternative Measures of Institutional Quality


  Governance Indicators
  ●   Political violence, voice and accountability, and the rule of law all have a
      significant negative effect on inequality
  ●   Resource rents have a significant negative effect on each of the
      indicators, except control of corruption


  Corruption Perception Index (CPI)
  ●   There is no significant relationship between CPI and inequality and
      resource rent and CPI


  Economic Freedom of the World (EFW)
  ●   Resource rent has a significant negative effect on EFW and EFW has a
      significant positive effect on inequality

                                                                                 19
Results – Subsoil Assets and Resource Exports

   Dep. Variable        gini        gini      Dep. Variable      govt_ind    govt_ind


   subsoil_assets     1.869***                subsoil_assets     0.086***

   resource_exports                0.053*     resource_exports                -0.003*

   govt_ind           -6.483***   -9.333***   gini                -0.010     -0.027***

   logGDPpc             2.553       3.200     logGDPpc           0.497***    0.414***

   trade_open          0.020*     0.035**     education           0.004*       0.002

   polity2            0.581**     0.329**     aid                 -0.001     -0.001**

   m2                   0.032       0.009     ethnic_frag         -0.155       0.152

   ethnic_frag        7.622***      3.486     latitude           1.880***    1.286***

   land_gini          0.170***    0.187***    socialist_legal    -0.851***   -0.793***

   govt_spending        0.201       0.184     english_legal       -0.066      -0.061

   govt_system        -5.608***   -5.245***   french_legal       -0.341***   -0.242***

                                              german_legal       -0.226***    -0.088
   Obs .                129         146       Obs .                129         146
   R-squared            0.727       0.698     R-squared            0.794       0.771     20
Results – Summary

 1. Natural resource wealth, abundance, and intensity, consistently
    increases income inequality.


 3. Both resource wealth and resource intensity decrease institutional
    quality. Conversely, resource abundance positively affects
    institutional quality.


 5. The direct marginal impact of resource wealth and resource
    intensity on income inequality depends on the level of institutional
    quality.


 7. The effect of resource wealth and resource intensity on inequality
    is robust to broader measures of natural resources


                                                                           21
Policy Implications

Policymakers must ensure that:

3. Resource wealth is not misappropriated

5. Benefits of resource wealth are shared both within society
   and across generations


Overall Aim: transforming non-renewable resource wealth
                    into other forms of wealth which can
  provide                   sustainable growth



                                                                22
Policy Implications

Achieving inclusive growth

3. Taxation of natural resource wealth

2. Distribution and investment of natural resource
   wealth




                                                     23
Policy Implications

Taxation of natural resource wealth

   1.   Efficient
   2.   Competitive
   3.   Stable and Transparent
   4.   Flexible and Responsive




                                      24
Policy Implications – Taxation

• Efficient
•   Profit-based taxes encourage exploitation of lower grade ore and
    recognise risks in mining and mineral price fluctuations but are more
    difficult to administer than royalties




                                                                            25
Policy Implications – Taxation

2. Competitive




                                 26
Policy Implications – Taxation

3. Stable and Transparent




                                 27
Policy Implications – Taxation

4. Flexible and Responsive

Mining Cycle:

5. Exploration – Mineral Development Funds, carrying
               forward losses

7. Mine Development – depreciation allowance, low VAT and
                      duties, tax deductions for infrastructure

9. Production – tax changes with price fluctuations

11.Post-Mining – tax deductions for rehabilitation funds


                                                                  28
Policy Implications – Distribution and Investment


• Sovereign wealth fund (Norway)

• Direct Distribution (US, Canada)

• Tax Cuts (Australia)

• Public Goods (Indonesia)

• Infrastructure (PNG, DRC)


                                                    29
Conclusion

• Natural resources increase income inequality

• Improved institutional quality decreases income inequality

• Resource wealth tends to decrease institutional quality, though
  resource abundance need not necessarily lead to a decline in
  institutional quality

• Resource policy must concentrate on limiting expropriation of
  resources

• Efficient and equitable taxation must be combined with long
  term resource utilisation strategies

• Political and social institutions are pivotal in determining the
  effect of natural resources
                                                                     30
Thank you for listening




                          31

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The Effect of Natural Resources on Income Inequality

  • 1. The Effect of Natural Resources on Income Inequality Byron Hewson University of Queensland 1
  • 2. Introduction Global Income Inequality – Gini Coefficients 2
  • 3. Introduction Resource Sector Decline in Non- Growth Resource Sectors Natural Inequality Resources Wealth Policy Distortions and Myopia Decline in Institutional Quality Increased Corruption and Rent-Seeking 3
  • 4. Introduction Resource Sector Decline in Non- Growth Resource Sectors Natural Inequality Resources Wealth Policy Distortions and Myopia Decline in Institutional Quality Increased Corruption and Rent-Seeking 4
  • 6. Background 1. What makes natural resources wealth different from other sources of wealth? 3. Why does income inequality matter? 6
  • 7. Natural Resources Defining “Natural Resources”: ● A subset of “natural capital” which includes subsoil assets, timber resources and protected areas. “Subsoil Assets” or “Non-Rural Commodities” = Mineral resources – e.g. copper, iron, gold PLUS Energy Resources – e.g. oil, coal gas 7
  • 8. Natural Resources Distinct Characteristics of Natural Resources 3. High economic rents and relatively high volatility 4. Extracted and non-renewable 5. Cognitive impact in perception and treatment by state and non- state actors 6. High inequality in ownership and susceptibility to rent-seeking behaviour 8
  • 9. Why is Inequality Important? 1. Inequality can impact on economic growth 9
  • 10. Why is Inequality Important? 2. Inequality is important for reducing poverty Growth and Inequality Elasticities of Poverty Elasticities Comparative ratio Growth (1) Inequality (2) Absolute (1)/(2) Sub-Saharan Africa -1.51 1.56 0.97 Africa -1.82 2.16 0.91 East Asia and Pacific -2.48 3.49 0.71 Eastern Europe and Western -4.22 6.85 0.62 Asia Latin America and Caribbean -3.08 5.00 0.62 Middle East and Central Asia -2.75 3.91 0.70 South Asia -2.10 2.68 0.78 Source: Compiled from Fosu (2011). 10
  • 11. Why is Inequality Important? 3. Inequality impacts on welfare Inequality Discontent Crime Health 11
  • 12. Data Measures of Natural Resources: 2. Resource Rents (%GDP) 3. Subsoil Assets (log, per capita) 4. Resource Exports (%Total Merchandise Exports) Instrument: 7. Value of resource stocks in 1970 (Norman, 2009) 8. Subsoil Assets 12
  • 13. Data Measures of Natural Resources: ● Resource Rents (%GDP) ● Subsoil Assets (log, per capita) ● Resource Exports (%Total Merchandise Exports) Instrument: 7. Value of resource stocks in 1970 (Norman, 2009) 8. Subsoil Assets 13
  • 14. Data Measure of Inequality: ● Gini Coefficients (UNU-WIDER) Measure of Institutional Quality 5. Aggregate of six World Bank Governance Indicators Voice and Accountability, Political Violence, Government Effectiveness, Regulatory Quality, Rule of Law, Control of Corruption 6. Economic Freedom of the World Index - EFW (Fraser Institute) 7. Corruption Perception Index – CPI (Transparency International) 14
  • 16. Econometric Specification Relevant features of the model: •Three equations and three jointly determined variables; income inequality (G), institutional quality (IQ), and per-capita income (Y). •Incorporates enough exclusion restrictions to guarantee identification of the equations - all of the equations are overidentified. •The vector of control variables in each equation contain a number of variables that exhibit endogeneity and correlation with the disturbances. 16
  • 17. Econometric Specification Estimation Procedure – GMM-3SLS Estimator : •Jointly determined variables are regressed on all of the control variables included in the system, using a GMM estimator to instrument the endogenous controls in the reduced form equations. •Predicted values of the jointly determined variables generated from the reduced form equations are substituted into the structural equations. The endogenous controls in structural equations are instrumented using GMM. •Structural equations are jointly estimated using 3SLS. 17
  • 18. Results – Preferred Measures Dep. Variable gini Dep. Variable govt_ind Dep. Variable logGDPpc resource_rent 0.261*** resource_rent -0.299*** resource_rent 0.005 govt_ind -9.510*** gini -0.022*** govt_ind 0.317*** logGDPpc 3.325 logGDPpc 0.758*** gini -0.003 trade_open 0.024*** malaria -0.035 education 0.007*** polity2 0.466*** education -0.001 phys_capital -0.004 m2 0.007 aid -0.001** trade_open 0.001*** ethnic_frag 5.886*** ethnic_frag 0.317 coast 0.003 land_gini 0.138*** latitude 0.992*** malaria -0.463*** govt_spending 0.029 socialist_legal -0.749*** govt_system -5.957*** english_legal -0.107 resource_rent* 0.209* french_legal -0.404*** govt_ind german_legal -0.143** Obs . 156 Obs . 156 Obs . 156 18 R-squared 0.664 R-squared 0.791 R-squared 0.785
  • 19. Results – Alternative Measures of Institutional Quality Governance Indicators ● Political violence, voice and accountability, and the rule of law all have a significant negative effect on inequality ● Resource rents have a significant negative effect on each of the indicators, except control of corruption Corruption Perception Index (CPI) ● There is no significant relationship between CPI and inequality and resource rent and CPI Economic Freedom of the World (EFW) ● Resource rent has a significant negative effect on EFW and EFW has a significant positive effect on inequality 19
  • 20. Results – Subsoil Assets and Resource Exports Dep. Variable gini gini Dep. Variable govt_ind govt_ind subsoil_assets 1.869*** subsoil_assets 0.086*** resource_exports 0.053* resource_exports -0.003* govt_ind -6.483*** -9.333*** gini -0.010 -0.027*** logGDPpc 2.553 3.200 logGDPpc 0.497*** 0.414*** trade_open 0.020* 0.035** education 0.004* 0.002 polity2 0.581** 0.329** aid -0.001 -0.001** m2 0.032 0.009 ethnic_frag -0.155 0.152 ethnic_frag 7.622*** 3.486 latitude 1.880*** 1.286*** land_gini 0.170*** 0.187*** socialist_legal -0.851*** -0.793*** govt_spending 0.201 0.184 english_legal -0.066 -0.061 govt_system -5.608*** -5.245*** french_legal -0.341*** -0.242*** german_legal -0.226*** -0.088 Obs . 129 146 Obs . 129 146 R-squared 0.727 0.698 R-squared 0.794 0.771 20
  • 21. Results – Summary 1. Natural resource wealth, abundance, and intensity, consistently increases income inequality. 3. Both resource wealth and resource intensity decrease institutional quality. Conversely, resource abundance positively affects institutional quality. 5. The direct marginal impact of resource wealth and resource intensity on income inequality depends on the level of institutional quality. 7. The effect of resource wealth and resource intensity on inequality is robust to broader measures of natural resources 21
  • 22. Policy Implications Policymakers must ensure that: 3. Resource wealth is not misappropriated 5. Benefits of resource wealth are shared both within society and across generations Overall Aim: transforming non-renewable resource wealth into other forms of wealth which can provide sustainable growth 22
  • 23. Policy Implications Achieving inclusive growth 3. Taxation of natural resource wealth 2. Distribution and investment of natural resource wealth 23
  • 24. Policy Implications Taxation of natural resource wealth 1. Efficient 2. Competitive 3. Stable and Transparent 4. Flexible and Responsive 24
  • 25. Policy Implications – Taxation • Efficient • Profit-based taxes encourage exploitation of lower grade ore and recognise risks in mining and mineral price fluctuations but are more difficult to administer than royalties 25
  • 26. Policy Implications – Taxation 2. Competitive 26
  • 27. Policy Implications – Taxation 3. Stable and Transparent 27
  • 28. Policy Implications – Taxation 4. Flexible and Responsive Mining Cycle: 5. Exploration – Mineral Development Funds, carrying forward losses 7. Mine Development – depreciation allowance, low VAT and duties, tax deductions for infrastructure 9. Production – tax changes with price fluctuations 11.Post-Mining – tax deductions for rehabilitation funds 28
  • 29. Policy Implications – Distribution and Investment • Sovereign wealth fund (Norway) • Direct Distribution (US, Canada) • Tax Cuts (Australia) • Public Goods (Indonesia) • Infrastructure (PNG, DRC) 29
  • 30. Conclusion • Natural resources increase income inequality • Improved institutional quality decreases income inequality • Resource wealth tends to decrease institutional quality, though resource abundance need not necessarily lead to a decline in institutional quality • Resource policy must concentrate on limiting expropriation of resources • Efficient and equitable taxation must be combined with long term resource utilisation strategies • Political and social institutions are pivotal in determining the effect of natural resources 30
  • 31. Thank you for listening 31